Research Article
ADES: A New Ensemble Diversity-Based Approach for Handling Concept Drift
Table 2
Memory consumption of the four algorithms on both artificial and real-world datasets.
| | Dataset | ADES | DDD | Dynse | ESDE | | Memory (MB) | Memory (MB) | Memory (MB) | Memory (MB) |
| | Hyperplane | 1.24 (1) | 1.32 (3) | 1.29 (2) | 4.82 (4) | | Stagger | 6.43 (3) | 27.36 (4) | 4.83 (1) | 3.87 (2) | | LED | 0.82 (2) | 0.61 (1) | 0.69 (3) | 0.92 (4) | | Waveform | 5.25 (1) | 7.49 (2) | 112.37 (3) | 167.53 (4) | | Covertype | 3.16 (1) | 28.43 (3) | 18.73 (2) | 49.73 (4) | | Airlines | 23.14 (2) | 19.49 (1) | 34.46 (3) | 38.37 (4) | | Amazon | 48.36 (1) | 112.23 (3) | 98.74 (2) | 128.68 (4) | | PokerHand | 12.36 (1) | 58.23 (3) | 43.68 (2) | 87.25 (4) | | Average ranks | 1.5 | 2.5 | 2.25 | 3.5 |
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